Product Configuration Analysis and Anomaly Prediction Using Machine Learning

3. The method of claim 2 wherein the at least one natural language generation algorithm utilizes one or more transformers to generate one or more word combinations in the description.

4. The method of claim 3 wherein the at least one natural language generation algorithm utilizes one or more neural networks in combination with the one or more transformers to generate the one or more word combinations.

5. The method of claim 2 further comprising training the at least one natural language generation algorithm with historical product description and attributes data.

7. The method of claim 6 further comprising training the one or more machine learning algorithms with historical product description and attributes data.

8. The method of claim 1 wherein the predicting comprises identifying the at least one combination as an outlier combination of at least a first product identifier and a second product identifier.

9. The method of claim 8 wherein the one or more machine learning algorithms utilize an unsupervised learning technique to identify the at least one combination as an outlier combination of at least a first product identifier and a second product identifier.

10. The method of claim 1 wherein the one or more machine learning algorithms comprise an isolation forest algorithm.

11. The method of claim 1 further comprising training the one or more machine learning algorithms with training data comprising historical product selection data.

12. The method of claim 11 wherein the historical product selection data comprises historical product combinations and one or more product attributes.

15. The apparatus of claim 14 wherein the at least one natural language generation algorithm utilizes one or more transformers to generate one or more word combinations in the description.

20. The article of manufacture of claim 18 wherein the at least one natural language generation algorithm utilizes one or more transformers to generate one or more word combinations in the description.